{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Code to create a bland-altman plot for a csv data frame"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load the dataframe and apply inclusion criteria"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(444, 83)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from statsmodels.graphics.agreement import mean_diff_plot\n",
    "from pingouin import intraclass_corr\n",
    "# Load CSV\n",
    "file_path = r\"Path/to/your/feasibility_database.csv\"  # Replace with your file path\n",
    "df = pd.read_csv(file_path)\n",
    "\n",
    "# Filter the DataFrame based on the conditions\n",
    "df_incl = df[\n",
    "    (df[\"exclusion_rhythm\"] == 0) &\n",
    "    (df[\"Incl_wear_time_week0\"] == 1) &\n",
    "    (df[\"Incl_hq_time0\"] == 1) &\n",
    "    (df[\"Incl_wear_time_week1\"] == 1) &\n",
    "    (df[\"Incl_hq_time1\"] == 1) &\n",
    "    (df[\"training_set\"] == 0)\n",
    "]\n",
    "\n",
    "df_incl.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Extract relevant parameters and plot Bland-Altman"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Extract the relevant parameters for Bland-Altman\n",
    "rel_param_week0 = \"HR_max_day_week0\"\n",
    "rel_param_week1 = \"HR_max_day_week1\"\n",
    "week0 = df_incl[rel_param_week0]\n",
    "week1 = df_incl[rel_param_week1]\n",
    "\n",
    "# Create Bland-Altman plot\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "mean_diff_plot(week0, week1, ax=ax)\n",
    "\n",
    "# Customize the plot\n",
    "ax.set_title(\"Bland-Altman Plot: $HR_{\\mathrm{max}}$ (Week 0 vs. Week 1)\")\n",
    "ax.set_xlabel(\"Average of $HR_{\\mathrm{max}}$ (Week 0 and Week 1)\")\n",
    "ax.set_ylabel(\"Difference in $HR_{\\mathrm{max}}$ (Week 0 - Week 1)\")\n",
    "\n",
    "# Save the plot at high resolution\n",
    "output_path = r\"C:\\Users\\z863160\\Documents\\AI4P\\PPG\\Artikel feasibility\\figs\\final results 2.0\\test-retest reliability\\bland_altman_max_hr.png\"  # Replace with your desired file name\n",
    "plt.savefig(output_path, dpi=300, bbox_inches=\"tight\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bland-Altman as a function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define a function for Bland-Altman plot creation\n",
    "def calculate_icc(week0, week1):\n",
    "    \"\"\"\n",
    "    Calculate the Intraclass Correlation Coefficient (ICC).\n",
    "    \"\"\"\n",
    "    data = {\n",
    "        \"Subject\": range(len(week0)),\n",
    "        \"Rater1\": week0,\n",
    "        \"Rater2\": week1,\n",
    "    }\n",
    "    df = pd.DataFrame(data).melt(id_vars=\"Subject\", var_name=\"Rater\", value_name=\"Score\")\n",
    "    icc_result = intraclass_corr(data=df, targets=\"Subject\", raters=\"Rater\", ratings=\"Score\")\n",
    "    icc_value = icc_result.loc[icc_result[\"Type\"] == \"ICC3k\", \"ICC\"].values[0]\n",
    "    return icc_value\n",
    "\n",
    "def create_bland_altman_plot(data, param_week0, param_week1, title, xlabel, ylabel, output_path):\n",
    "    week0 = data[param_week0]\n",
    "    week1 = data[param_week1]\n",
    "\n",
    "    # Calculate ICC\n",
    "    icc_value = calculate_icc(week0, week1)\n",
    "\n",
    "    # Create Bland-Altman plot\n",
    "    fig, ax = plt.subplots(figsize=(10, 6))\n",
    "    mean_diff_plot(week0, week1, ax=ax)\n",
    "\n",
    "    # Customize the plot\n",
    "    ax.set_title(title)\n",
    "    ax.set_xlabel(xlabel)\n",
    "    ax.set_ylabel(ylabel)\n",
    "    icc_text = f\"ICC: {icc_value:.2f}\"\n",
    "    ax.text(0.05, 0.95, icc_text, transform=ax.transAxes, fontsize=14, verticalalignment='top')\n",
    "\n",
    "    # Save the plot\n",
    "    plt.savefig(output_path, dpi=300, bbox_inches=\"tight\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create BA plots for three HR parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def create_bland_altman_plot(data, param_week0, param_week1, title, xlabel, ylabel, ax):\n",
    "    week0 = data[param_week0]\n",
    "    week1 = data[param_week1]\n",
    "\n",
    "    # Calculate ICC\n",
    "    icc_value = calculate_icc(week0, week1)\n",
    "\n",
    "    # Create Bland-Altman plot\n",
    "    mean_diff_plot(week0, week1, ax=ax)\n",
    "\n",
    "    # Customize the plot\n",
    "    ax.set_title(title, fontsize=16)\n",
    "    ax.set_xlabel(xlabel, fontsize=14)\n",
    "    ax.set_ylabel(ylabel, fontsize=14)\n",
    "    ax.tick_params(axis='both', which='major', labelsize=12)\n",
    "    icc_text = f\"ICC: {icc_value:.2f}\"\n",
    "    ax.text(0.05, 0.95, icc_text, transform=ax.transAxes, fontsize=14, verticalalignment='top')\n",
    "\n",
    "# Create subplots\n",
    "fig, axes = plt.subplots(1, 3, figsize=(15, 5))\n",
    "\n",
    "# Resting Heart Rate during the Night\n",
    "create_bland_altman_plot(\n",
    "    data=df_incl,\n",
    "    param_week0=\"HR_rest_night_week0\",\n",
    "    param_week1=\"HR_rest_night_week1\",\n",
    "    title=\"Resting pulse rate (night)\",\n",
    "    xlabel=\"Average of pulse rate night\",\n",
    "    ylabel=\"Difference in pulse rate night\",\n",
    "    ax=axes[0]\n",
    ")\n",
    "# Resting Heart Rate during the Day\n",
    "create_bland_altman_plot(\n",
    "    data=df_incl,\n",
    "    param_week0=\"HR_rest_day_week0\",\n",
    "    param_week1=\"HR_rest_day_week1\",\n",
    "    title=\"Resting pulse rate (day)\",\n",
    "    xlabel=\"Average of pulse rate day\",\n",
    "    ylabel=\"Difference in pulse rate day\",\n",
    "    ax=axes[1]\n",
    ")\n",
    "\n",
    "# Maximum Heart Rate during the Day\n",
    "create_bland_altman_plot(\n",
    "    data=df_incl,\n",
    "    param_week0=\"HR_max_day_week0\",\n",
    "    param_week1=\"HR_max_day_week1\",\n",
    "    title=\"Maximum pulse rate\",\n",
    "    xlabel=\"Average of maximum pulse rate\",\n",
    "    ylabel=\"Difference in maximum pulse rate\",\n",
    "    ax=axes[2]\n",
    ")\n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "output_path = r\"C:\\Users\\z863160\\Documents\\AI4P\\PPG\\Artikel feasibility\\figs\\final results 2.0\\test-retest reliability\\bland_altman_grouped.png\"  # Replace with your desired file name\n",
    "plt.savefig(output_path, dpi=300, bbox_inches=\"tight\")\n",
    "plt.show()\n",
    "\n"
   ]
  }
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